Deep Learning Foundations: Natural Language Processing with TensorFlow

Learn foundational deep learning techniques to classify, predict, and generate text using different neural networks.

Introduction

• Leveraging deep learning for natural language processing

1. Getting Started with NLP

• Introduction to natural language processing
• Introduction to word encodings
• Tokenization using TensorFlow
• Padding the sequences
• Challenge: Recognizing sarcasm in the text
• Solution: Recognizing sarcasm in the text

2. Text Classification

• Introduction to word embeddings
• Classifying movie reviews using TensorFlow
• Projecting vectors using TensorFlow
• Building a text classifier
• Challenge: Text classification
• Solution: Text classification

3. Classification with RNNs and LSTMs

• Introduction to RNNs
• Implementing LSTMs with TensorFlow
• Improving your movie review classifier
• Challenge: Yelp review classifier
• Solution: Yelp review classifier

4. Text Generation with RNNs

• Introduction to text generation
• Predicting the next word
• Challenge: Generate poetry
• Solution: Generate poetry

Conclusion

• Learning more about NLP with TensorFlow